Weed Science · 1995 · 117 citations · 29 references
AgricultureCrop SciencesWeed SciencePlant EcologySpatial StatisticsWeed Population DynamicsSpatial Variability AnalysisWeed Emergence DynamicsWeed Emergence PatternsWeed Population EcologyWeed Spatial DistributionWeed Spatial EcologyHistogramsNo-till AgriculturePopulation Spatial StructureStandardized ResidualsWeed Density AssessmentWeed Density EstimationWeed Density MappingWeed Distribution Patterns
The nonuniform spatial distribution of weeds complicates sampling, modeling, and management of weed populations. Principles of a rational approach to analysis of weed spatial distribution, combining classical and spatial statistics, are presented using data for cumulative emergence of common lambsquarters in no-tillage soybean fields in 1990 and 1993. Classical statistics, dispersion indices, mean/variance relationships, and frequency histograms confirmed that raw and log e -transformed data were not normally distributed, that populations were aggregated, and that large-scale trends in population means violated assumptions of spatial statistics. Detrending was accomplished by median polishing log e -transformed data and confirmed by evaluation of standardized residuals and frequency histograms. Detrended residuals were used to construct omni-directional and uni-directional semivariograms to describe the spatial structure of the populations. A spherical model fit to the data was verified by cross validation. Semivariograms showed that common lambsquarters density was spatially autocorrelated at distances to 16 m, with more than 30% of the variance in density due to distance between field locations. Comparisons of kriged estimates and their standard deviations with and without detrending indicated that estimates using detrended data were more appropriate and more precise. Kriged estimates of common lambsquarters density were used to draw contour maps of the populations.
29
Noel Cressie · Terra Nova · 1992 · 8.9K citations
Computing, Geography, Geoinformatics +12
G. Matheron · Economic Geology · 1963 · 4.8K citations
Spatial Autocorrelation: Trouble or New Paradigm?
Pierre Legendre · Ecology · 1993 · 3.7K citations
Spatial pattern and ecological analysis
Pierre Legendre, Marie Jos�e Fortin · Plant Ecology · 1989 · 2.3K citations
Choice Reviews Online · 1990 · 1.5K citations